Overview

Dataset statistics

Number of variables32
Number of observations28462
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory6.9 MiB
Average record size in memory256.0 B

Variable types

NUM31
BOOL1

Reproduction

Analysis started2022-07-10 03:11:01.566213
Analysis finished2022-07-10 03:14:37.962511
Duration3 minutes and 36.4 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
V30 is highly correlated with IDHigh correlation
ID is highly correlated with V30High correlation
ID has unique values Unique

Variables

ID
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE
Distinct count28462
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean142549.8401377275
Minimum10
Maximum284806
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum10
5-th percentile13961.9
Q171260
median142683.5
Q3213612.75
95-th percentile270726.75
Maximum284806
Range284796
Interquartile range (IQR)142352.75

Descriptive statistics

Standard deviation82252.85147
Coefficient of variation (CV)0.5770111801
Kurtosis-1.196423337
Mean142549.8401
Median Absolute Deviation (MAD)71171.5
Skewness-0.004957162232
Sum4057253550
Variance6765531576
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10 1 < 0.1%
 
189690 1 < 0.1%
 
189894 1 < 0.1%
 
189891 1 < 0.1%
 
189887 1 < 0.1%
 
189876 1 < 0.1%
 
189786 1 < 0.1%
 
189785 1 < 0.1%
 
189778 1 < 0.1%
 
189773 1 < 0.1%
 
Other values (28452) 28452 > 99.9%
 
ValueCountFrequency (%) 
10 1 < 0.1%
 
22 1 < 0.1%
 
63 1 < 0.1%
 
69 1 < 0.1%
 
83 1 < 0.1%
 
ValueCountFrequency (%) 
284806 1 < 0.1%
 
284801 1 < 0.1%
 
284790 1 < 0.1%
 
284779 1 < 0.1%
 
284769 1 < 0.1%
 

V1
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0049667869432142705
Minimum-29.51612308269
Maximum2.41176914096716
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-29.51612308
5-th percentile-2.839277872
Q1-0.9155254565
median0.02358629474
Q31.315578426
95-th percentile2.084102503
Maximum2.411769141
Range31.92789222
Interquartile range (IQR)2.231103882

Descriptive statistics

Standard deviation1.930639918
Coefficient of variation (CV)388.7100333
Kurtosis19.70025573
Mean0.004966786943
Median Absolute Deviation (MAD)1.19138935
Skewness-2.749473701
Sum141.36469
Variance3.727370494
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.053311214 11 < 0.1%
 
1.245673819 11 < 0.1%
 
2.085174876 7 < 0.1%
 
1.302377965 6 < 0.1%
 
-0.30252069 6 < 0.1%
 
2.055797006 6 < 0.1%
 
2.040211058 5 < 0.1%
 
2.108108353 5 < 0.1%
 
1.293053468 5 < 0.1%
 
1.332849312 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-29.51612308 1 < 0.1%
 
-26.45774465 1 < 0.1%
 
-24.74310535 1 < 0.1%
 
-23.92615348 1 < 0.1%
 
-23.91742439 1 < 0.1%
 
ValueCountFrequency (%) 
2.411769141 1 < 0.1%
 
2.409346575 1 < 0.1%
 
2.397168334 1 < 0.1%
 
2.38366966 1 < 0.1%
 
2.376511043 1 < 0.1%
 

V2
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.002014126365322109
Minimum-38.3053101842846
Maximum16.497471901867
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-38.30531018
5-th percentile-1.966487881
Q1-0.5980531163
median0.07547006061
Q30.8034627068
95-th percentile1.775214836
Maximum16.4974719
Range54.80278209
Interquartile range (IQR)1.401515823

Descriptive statistics

Standard deviation1.605198335
Coefficient of variation (CV)796.9700226
Kurtosis57.8686229
Mean0.002014126365
Median Absolute Deviation (MAD)0.7019836454
Skewness-3.594151137
Sum57.32606461
Variance2.576661695
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.08973464782 11 < 0.1%
 
0.1669750195 11 < 0.1%
 
0.3930505777 7 < 0.1%
 
-0.6065293082 6 < 0.1%
 
0.4474736062 6 < 0.1%
 
-0.3266677731 6 < 0.1%
 
-0.1469749748 5 < 0.1%
 
-0.2077395545 5 < 0.1%
 
0.4579691731 5 < 0.1%
 
0.3891982492 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-38.30531018 1 < 0.1%
 
-34.57506368 1 < 0.1%
 
-33.20419164 1 < 0.1%
 
-28.68310573 1 < 0.1%
 
-27.84413098 1 < 0.1%
 
ValueCountFrequency (%) 
16.4974719 1 < 0.1%
 
14.70633467 1 < 0.1%
 
11.87495667 1 < 0.1%
 
11.58638052 1 < 0.1%
 
10.85598062 1 < 0.1%
 

V3
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0014137261772706811
Minimum-30.1773174564996
Maximum4.22610848028397
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-30.17731746
5-th percentile-2.36295984
Q1-0.8730220637
median0.1757835294
Q31.011562578
95-th percentile2.052755087
Maximum4.22610848
Range34.40342594
Interquartile range (IQR)1.884584641

Descriptive statistics

Standard deviation1.499748693
Coefficient of variation (CV)1060.848075
Kurtosis21.63225896
Mean0.001413726177
Median Absolute Deviation (MAD)0.9203973637
Skewness-2.104035513
Sum40.23747446
Variance2.249246142
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-1.681835669 11 < 0.1%
 
0.4883057426 11 < 0.1%
 
-4.508200532 7 < 0.1%
 
-0.6819861929 6 < 0.1%
 
-0.4957574879 6 < 0.1%
 
-2.752040956 6 < 0.1%
 
-2.955933665 5 < 0.1%
 
-3.386067132 5 < 0.1%
 
-1.940450108 5 < 0.1%
 
-2.165596605 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-30.17731746 1 < 0.1%
 
-23.73644341 1 < 0.1%
 
-23.27063052 1 < 0.1%
 
-22.80123769 1 < 0.1%
 
-21.40291681 1 < 0.1%
 
ValueCountFrequency (%) 
4.22610848 1 < 0.1%
 
3.93704831 1 < 0.1%
 
3.934537226 1 < 0.1%
 
3.874251347 1 < 0.1%
 
3.796873023 1 < 0.1%
 

V4
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0018925265959060338
Minimum-5.07124131015808
Maximum12.1146718424589
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-5.07124131
5-th percentile-2.159026256
Q1-0.8524436256
median-0.02161930995
Q30.739043905
95-th percentile2.561089614
Maximum12.11467184
Range17.18591315
Interquartile range (IQR)1.591487531

Descriptive statistics

Standard deviation1.405138646
Coefficient of variation (CV)742.4670539
Kurtosis2.393727921
Mean0.001892526596
Median Absolute Deviation (MAD)0.799427988
Skewness0.6799742261
Sum53.86509197
Variance1.974414615
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4542119602 11 < 0.1%
 
0.6353219207 11 < 0.1%
 
-0.3117706833 7 < 0.1%
 
-1.904603396 6 < 0.1%
 
-3.214799282 6 < 0.1%
 
-0.8423160333 6 < 0.1%
 
-0.5783559789 5 < 0.1%
 
-0.7207602231 5 < 0.1%
 
0.1731488624 5 < 0.1%
 
-0.3068726238 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-5.07124131 1 < 0.1%
 
-5.024097003 1 < 0.1%
 
-4.934327998 1 < 0.1%
 
-4.886161031 1 < 0.1%
 
-4.817064235 1 < 0.1%
 
ValueCountFrequency (%) 
12.11467184 1 < 0.1%
 
11.84477659 1 < 0.1%
 
11.82499023 1 < 0.1%
 
9.752790921 1 < 0.1%
 
9.739256745 1 < 0.1%
 

V5
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.003968809374979428
Minimum-21.5770187944452
Maximum24.3453104894197
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-21.57701879
5-th percentile-1.706978355
Q1-0.6980097081
median-0.05278004051
Q30.5987118622
95-th percentile2.116674425
Maximum24.34531049
Range45.92232928
Interquartile range (IQR)1.29672157

Descriptive statistics

Standard deviation1.335147163
Coefficient of variation (CV)-336.4100002
Kurtosis22.04133633
Mean-0.003968809375
Median Absolute Deviation (MAD)0.6482127359
Skewness-0.05696903594
Sum-112.9602524
Variance1.782617946
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2983103715 11 < 0.1%
 
-0.5627766808 11 < 0.1%
 
3.510116942 7 < 0.1%
 
1.326623107 6 < 0.1%
 
2.705041053 6 < 0.1%
 
2.46307226 6 < 0.1%
 
2.609358271 5 < 0.1%
 
2.905339114 5 < 0.1%
 
2.609569767 5 < 0.1%
 
2.641351251 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-21.57701879 1 < 0.1%
 
-17.89259969 1 < 0.1%
 
-16.45977262 1 < 0.1%
 
-15.65220768 1 < 0.1%
 
-15.00043486 1 < 0.1%
 
ValueCountFrequency (%) 
24.34531049 1 < 0.1%
 
18.11385136 1 < 0.1%
 
16.62539395 1 < 0.1%
 
14.30688991 1 < 0.1%
 
14.17053131 1 < 0.1%
 

V6
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.01772964458938549
Minimum-16.1726142472149
Maximum12.1289504125238
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-16.17261425
5-th percentile-1.410976138
Q1-0.7749201289
median-0.2807422431
Q30.3772657483
95-th percentile3.0871806
Maximum12.12895041
Range28.30156466
Interquartile range (IQR)1.152185877

Descriptive statistics

Standard deviation1.292214481
Coefficient of variation (CV)-72.88439845
Kurtosis5.17567673
Mean-0.01772964459
Median Absolute Deviation (MAD)0.555755397
Skewness1.189671504
Sum-504.6211443
Variance1.669818264
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.9535260864 11 < 0.1%
 
-1.011072616 11 < 0.1%
 
2.45329922 7 < 0.1%
 
3.436312447 6 < 0.1%
 
2.762439585 6 < 0.1%
 
3.173856423 6 < 0.1%
 
3.142641531 5 < 0.1%
 
2.932171176 5 < 0.1%
 
3.014117069 5 < 0.1%
 
2.808083764 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-16.17261425 1 < 0.1%
 
-9.847370433 1 < 0.1%
 
-9.352917253 1 < 0.1%
 
-9.312813627 1 < 0.1%
 
-8.654662798 1 < 0.1%
 
ValueCountFrequency (%) 
12.12895041 1 < 0.1%
 
9.911165761 1 < 0.1%
 
9.410863797 1 < 0.1%
 
7.769638865 1 < 0.1%
 
7.449136213 1 < 0.1%
 

V7
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.005555630415827993
Minimum-31.1973285494605
Maximum26.2377221989235
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-31.19732855
5-th percentile-1.41120689
Q1-0.5462900208
median0.04627964114
Q30.5668246512
95-th percentile1.418697911
Maximum26.2377222
Range57.43505075
Interquartile range (IQR)1.113114672

Descriptive statistics

Standard deviation1.165132238
Coefficient of variation (CV)209.7209769
Kurtosis71.27910375
Mean0.005555630416
Median Absolute Deviation (MAD)0.5551589749
Skewness-1.478461437
Sum158.1243529
Variance1.357533132
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1520025453 11 < 0.1%
 
0.01495266147 11 < 0.1%
 
0.220468581 7 < 0.1%
 
-1.145126827 6 < 0.1%
 
0.5938465551 6 < 0.1%
 
-0.432125924 6 < 0.1%
 
-0.4168828412 5 < 0.1%
 
0.05479561099 5 < 0.1%
 
-0.2694147581 5 < 0.1%
 
-0.1716266361 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-31.19732855 1 < 0.1%
 
-28.01129291 1 < 0.1%
 
-21.3404781 1 < 0.1%
 
-17.29065667 1 < 0.1%
 
-16.92515204 1 < 0.1%
 
ValueCountFrequency (%) 
26.2377222 1 < 0.1%
 
18.5857295 1 < 0.1%
 
15.72265412 1 < 0.1%
 
15.10983721 1 < 0.1%
 
14.78505104 1 < 0.1%
 

V8
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.009023011049873238
Minimum-26.2780073456916
Maximum12.4311404723263
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-26.27800735
5-th percentile-0.8443805971
Q1-0.2109413002
median0.02262170688
Q30.3238364238
95-th percentile1.056640033
Maximum12.43114047
Range38.70914782
Interquartile range (IQR)0.5347777241

Descriptive statistics

Standard deviation1.103537666
Coefficient of variation (CV)122.302595
Kurtosis95.03387426
Mean0.00902301105
Median Absolute Deviation (MAD)0.2596305336
Skewness-5.752817172
Sum256.8129405
Variance1.21779538
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.2070713797 11 < 0.1%
 
-0.1602108633 11 < 0.1%
 
0.5433768006 7 < 0.1%
 
0.9591472621 6 < 0.1%
 
0.5564510255 6 < 0.1%
 
0.7277062007 6 < 0.1%
 
0.7843929483 5 < 0.1%
 
0.5621290396 5 < 0.1%
 
0.7544204408 5 < 0.1%
 
0.6833517336 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-26.27800735 1 < 0.1%
 
-25.61447382 1 < 0.1%
 
-23.02234811 1 < 0.1%
 
-22.73975536 1 < 0.1%
 
-21.7254415 1 < 0.1%
 
ValueCountFrequency (%) 
12.43114047 1 < 0.1%
 
11.54125258 1 < 0.1%
 
9.835983793 1 < 0.1%
 
9.561120789 1 < 0.1%
 
9.500040797 1 < 0.1%
 

V9
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0049046109716675505
Minimum-9.46257260540015
Maximum7.93741281438886
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-9.462572605
5-th percentile-1.7299043
Q1-0.642759823
median-0.06662254964
Q30.5963083644
95-th percentile1.76541639
Maximum7.937412814
Range17.39998542
Interquartile range (IQR)1.239068187

Descriptive statistics

Standard deviation1.090842875
Coefficient of variation (CV)-222.4117022
Kurtosis3.128458761
Mean-0.004904610972
Median Absolute Deviation (MAD)0.6194770993
Skewness0.5228451239
Sum-139.5950375
Variance1.189938178
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.5873352664 11 < 0.1%
 
0.1703618522 11 < 0.1%
 
-0.1004339049 7 < 0.1%
 
1.671301564 6 < 0.1%
 
0.6977195955 6 < 0.1%
 
0.6086058703 6 < 0.1%
 
0.3599023789 5 < 0.1%
 
0.01765421736 5 < 0.1%
 
-0.2210090971 5 < 0.1%
 
-0.2979620013 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-9.462572605 1 < 0.1%
 
-8.9609217 1 < 0.1%
 
-8.550110327 1 < 0.1%
 
-6.287735948 1 < 0.1%
 
-6.264903488 1 < 0.1%
 
ValueCountFrequency (%) 
7.937412814 1 < 0.1%
 
7.929050859 1 < 0.1%
 
7.817205289 1 < 0.1%
 
7.381458344 1 < 0.1%
 
7.14068381 1 < 0.1%
 

V10
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0022988978086047793
Minimum-22.1870885620007
Maximum12.1618895253889
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-22.18708856
5-th percentile-1.353350803
Q1-0.5404630128
median-0.09938615696
Q30.4527631991
95-th percentile1.54899523
Maximum12.16188953
Range34.34897809
Interquartile range (IQR)0.9932262118

Descriptive statistics

Standard deviation1.084560219
Coefficient of variation (CV)-471.7740017
Kurtosis35.29164848
Mean-0.002298897809
Median Absolute Deviation (MAD)0.4809517248
Skewness0.9028930408
Sum-65.43122943
Variance1.176270868
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.3620473484 11 < 0.1%
 
-0.04457458938 11 < 0.1%
 
-1.0186222 7 < 0.1%
 
-1.02294603 6 < 0.1%
 
-1.090180906 6 < 0.1%
 
-0.07518616994 6 < 0.1%
 
-0.3510751014 5 < 0.1%
 
0.1905068763 5 < 0.1%
 
-0.6207998601 5 < 0.1%
 
-0.6520966004 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-22.18708856 1 < 0.1%
 
-18.91324333 1 < 0.1%
 
-16.64962816 1 < 0.1%
 
-15.56379134 2 < 0.1%
 
-15.23996196 1 < 0.1%
 
ValueCountFrequency (%) 
12.16188953 1 < 0.1%
 
12.07613397 1 < 0.1%
 
12.07139053 1 < 0.1%
 
11.70835808 1 < 0.1%
 
11.51587974 1 < 0.1%
 

V11
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004006781755657953
Minimum-4.45385284150054
Maximum10.8530116481991
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-4.453852842
5-th percentile-1.567092698
Q1-0.7558669447
median-0.03352678462
Q30.7436992039
95-th percentile1.6111164
Maximum10.85301165
Range15.30686449
Interquartile range (IQR)1.499566149

Descriptive statistics

Standard deviation1.016506954
Coefficient of variation (CV)253.6966115
Kurtosis1.688200914
Mean0.004006781756
Median Absolute Deviation (MAD)0.7495063624
Skewness0.3453110861
Sum114.0410223
Variance1.033286388
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.5895980404 11 < 0.1%
 
-0.3567490185 11 < 0.1%
 
0.8070381067 7 < 0.1%
 
-0.1914229727 6 < 0.1%
 
-0.1110879642 6 < 0.1%
 
0.0635044576 6 < 0.1%
 
0.3296508837 5 < 0.1%
 
-0.0790885091 5 < 0.1%
 
0.348748433 5 < 0.1%
 
0.4180026649 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-4.453852842 1 < 0.1%
 
-3.881222482 1 < 0.1%
 
-3.790279772 1 < 0.1%
 
-3.712310441 1 < 0.1%
 
-3.548838638 1 < 0.1%
 
ValueCountFrequency (%) 
10.85301165 1 < 0.1%
 
10.00219022 1 < 0.1%
 
9.691460982 1 < 0.1%
 
9.567110295 1 < 0.1%
 
9.179225309 1 < 0.1%
 

V12
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0024803582087939515
Minimum-16.0603057628826
Maximum4.20268513071349
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-16.06030576
5-th percentile-1.964972642
Q1-0.4082846081
median0.1373695588
Q30.6187214286
95-th percentile1.242821377
Maximum4.202685131
Range20.26299089
Interquartile range (IQR)1.027006037

Descriptive statistics

Standard deviation0.99073073
Coefficient of variation (CV)399.4305042
Kurtosis19.53029796
Mean0.002480358209
Median Absolute Deviation (MAD)0.5079657583
Skewness-2.182914828
Sum70.59595534
Variance0.9815473794
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.1747120531 11 < 0.1%
 
-0.07345951735 11 < 0.1%
 
-0.3305476278 7 < 0.1%
 
0.6310273415 6 < 0.1%
 
0.06265234746 6 < 0.1%
 
0.3505635733 6 < 0.1%
 
0.1835081206 5 < 0.1%
 
0.2326135282 5 < 0.1%
 
-0.2961049482 5 < 0.1%
 
-0.3224369237 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-16.06030576 1 < 0.1%
 
-15.96920752 1 < 0.1%
 
-15.59232322 2 < 0.1%
 
-15.14498822 1 < 0.1%
 
-14.25707131 1 < 0.1%
 
ValueCountFrequency (%) 
4.202685131 1 < 0.1%
 
4.197070802 1 < 0.1%
 
4.072078461 1 < 0.1%
 
3.987996488 1 < 0.1%
 
3.902407439 1 < 0.1%
 

V13
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004170312115240116
Minimum-3.84894314852575
Maximum4.46541317709086
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-3.848943149
5-th percentile-1.642934526
Q1-0.6387406602
median-0.01231746356
Q30.6663923574
95-th percentile1.646142207
Maximum4.465413177
Range8.314356326
Interquartile range (IQR)1.305133018

Descriptive statistics

Standard deviation1.000558497
Coefficient of variation (CV)239.9241278
Kurtosis0.2322579458
Mean0.004170312115
Median Absolute Deviation (MAD)0.6517251079
Skewness0.06028913181
Sum118.6954234
Variance1.001117306
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.6211270614 11 < 0.1%
 
-0.5177596942 11 < 0.1%
 
-0.5314186517 7 < 0.1%
 
0.03190727035 6 < 0.1%
 
-0.2384570315 6 < 0.1%
 
-0.1412383222 6 < 0.1%
 
-0.272918545 5 < 0.1%
 
-0.3664298059 5 < 0.1%
 
-0.1187357026 5 < 0.1%
 
-0.1434691546 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-3.848943149 1 < 0.1%
 
-3.794186847 1 < 0.1%
 
-3.785719072 1 < 0.1%
 
-3.696464292 1 < 0.1%
 
-3.588258905 1 < 0.1%
 
ValueCountFrequency (%) 
4.465413177 1 < 0.1%
 
4.262850926 1 < 0.1%
 
3.754715169 1 < 0.1%
 
3.708994098 1 < 0.1%
 
3.590139297 1 < 0.1%
 

V14
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.012298899880292084
Minimum-14.9529810390579
Maximum7.69220854356782
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-14.95298104
5-th percentile-1.435108211
Q1-0.4113738838
median0.05967960827
Q30.5001895424
95-th percentile1.394479258
Maximum7.692208544
Range22.64518958
Interquartile range (IQR)0.9115634262

Descriptive statistics

Standard deviation0.9387524563
Coefficient of variation (CV)76.32816475
Kurtosis20.94873027
Mean0.01229889988
Median Absolute Deviation (MAD)0.454507156
Skewness-1.736453899
Sum350.0512884
Variance0.8812561743
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.703512784 11 < 0.1%
 
0.4069689344 11 < 0.1%
 
-2.181448825 7 < 0.1%
 
-0.03142538126 6 < 0.1%
 
0.2157381385 6 < 0.1%
 
0.6909716184 6 < 0.1%
 
-0.5974366652 5 < 0.1%
 
0.7970403226 5 < 0.1%
 
-1.192582007 5 < 0.1%
 
-1.154524296 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-14.95298104 1 < 0.1%
 
-14.69072913 1 < 0.1%
 
-13.96947063 1 < 0.1%
 
-13.78037749 1 < 0.1%
 
-13.51707241 1 < 0.1%
 
ValueCountFrequency (%) 
7.692208544 1 < 0.1%
 
6.724832275 1 < 0.1%
 
6.136526564 1 < 0.1%
 
5.970329046 1 < 0.1%
 
5.947221931 1 < 0.1%
 

V15
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0031773891275799554
Minimum-4.39130706780494
Maximum3.84573771222941
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-4.391307068
5-th percentile-1.597270883
Q1-0.5723776659
median0.05360620288
Q30.6483100207
95-th percentile1.373585243
Maximum3.845737712
Range8.23704478
Interquartile range (IQR)1.220687687

Descriptive statistics

Standard deviation0.9137471652
Coefficient of variation (CV)287.5779857
Kurtosis0.2393183028
Mean0.003177389128
Median Absolute Deviation (MAD)0.6103905662
Skewness-0.330890041
Sum90.43484935
Variance0.834933882
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2719566102 11 < 0.1%
 
1.124146923 11 < 0.1%
 
0.3887240831 7 < 0.1%
 
1.446626976 6 < 0.1%
 
1.069355893 6 < 0.1%
 
1.275257039 6 < 0.1%
 
0.5838968103 5 < 0.1%
 
0.08596036846 5 < 0.1%
 
1.278393499 5 < 0.1%
 
1.157633714 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-4.391307068 1 < 0.1%
 
-3.918266084 1 < 0.1%
 
-3.879892017 1 < 0.1%
 
-3.792232742 1 < 0.1%
 
-3.657525363 1 < 0.1%
 
ValueCountFrequency (%) 
3.845737712 1 < 0.1%
 
3.654317985 1 < 0.1%
 
3.505545636 1 < 0.1%
 
3.426887172 1 < 0.1%
 
3.356618131 1 < 0.1%
 

V16
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004912565699131202
Minimum-12.675268899047
Maximum4.46222918501709
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-12.6752689
5-th percentile-1.475228955
Q1-0.4616734434
median0.07093079437
Q30.5216013173
95-th percentile1.318238859
Maximum4.462229185
Range17.13749808
Interquartile range (IQR)0.9832747607

Descriptive statistics

Standard deviation0.8642892797
Coefficient of variation (CV)175.9343961
Kurtosis9.41240903
Mean0.004912565699
Median Absolute Deviation (MAD)0.488074316
Skewness-1.084303575
Sum139.8214449
Variance0.746995959
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.3186880634 11 < 0.1%
 
0.3424697541 11 < 0.1%
 
0.2320713777 7 < 0.1%
 
-0.1218203786 6 < 0.1%
 
-0.2552305247 6 < 0.1%
 
-0.371962125 6 < 0.1%
 
0.1786758365 5 < 0.1%
 
-0.7218472216 5 < 0.1%
 
0.9232678168 5 < 0.1%
 
0.8781749178 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-12.6752689 1 < 0.1%
 
-12.22718928 1 < 0.1%
 
-11.86673064 1 < 0.1%
 
-10.34232836 2 < 0.1%
 
-10.05311224 1 < 0.1%
 
ValueCountFrequency (%) 
4.462229185 1 < 0.1%
 
3.930881236 1 < 0.1%
 
3.817853995 1 < 0.1%
 
3.781893382 1 < 0.1%
 
3.668589231 1 < 0.1%
 

V17
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007552178839944638
Minimum-20.7406637223494
Maximum6.98354540000001
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-20.74066372
5-th percentile-0.9773600373
Q1-0.4740469372
median-0.06617395003
Q30.3993369503
95-th percentile1.288703056
Maximum6.9835454
Range27.72420912
Interquartile range (IQR)0.8733838876

Descriptive statistics

Standard deviation0.821527979
Coefficient of variation (CV)108.7802602
Kurtosis78.14639322
Mean0.00755217884
Median Absolute Deviation (MAD)0.4332080927
Skewness-2.89992687
Sum214.9501141
Variance0.6749082203
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.5493651287 11 < 0.1%
 
-0.3746564401 11 < 0.1%
 
2.125021883 7 < 0.1%
 
-0.651405237 6 < 0.1%
 
-1.072084985 6 < 0.1%
 
-0.6019568028 6 < 0.1%
 
0.4738982783 5 < 0.1%
 
-0.169346325 5 < 0.1%
 
0.3953793795 5 < 0.1%
 
0.5369175197 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-20.74066372 1 < 0.1%
 
-18.75064115 1 < 0.1%
 
-18.58736621 1 < 0.1%
 
-17.09844421 1 < 0.1%
 
-16.04922782 1 < 0.1%
 
ValueCountFrequency (%) 
6.9835454 1 < 0.1%
 
6.826462079 1 < 0.1%
 
6.443509864 1 < 0.1%
 
6.354263327 1 < 0.1%
 
6.196291388 1 < 0.1%
 

V18
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.005732750100152666
Minimum-8.15366802624724
Maximum3.50591639849878
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-8.153668026
5-th percentile-1.3605241
Q1-0.4916929958
median0.0008903603232
Q30.5096249979
95-th percentile1.404890047
Maximum3.505916398
Range11.65958442
Interquartile range (IQR)1.001317994

Descriptive statistics

Standard deviation0.8332798955
Coefficient of variation (CV)145.3543031
Kurtosis1.987441399
Mean0.0057327501
Median Absolute Deviation (MAD)0.5007206566
Skewness-0.1969611546
Sum163.1655334
Variance0.6943553842
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.2577858579 11 < 0.1%
 
-0.4389924324 11 < 0.1%
 
0.4055486736 7 < 0.1%
 
0.6179704765 6 < 0.1%
 
0.4851104315 6 < 0.1%
 
-0.05264014626 6 < 0.1%
 
-0.4988497987 5 < 0.1%
 
-0.8953926376 5 < 0.1%
 
1.039037697 5 < 0.1%
 
0.7128730126 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-8.153668026 1 < 0.1%
 
-8.092648773 1 < 0.1%
 
-6.920761861 1 < 0.1%
 
-6.000358798 1 < 0.1%
 
-5.882135938 2 < 0.1%
 
ValueCountFrequency (%) 
3.505916398 1 < 0.1%
 
3.490798437 1 < 0.1%
 
3.290814052 1 < 0.1%
 
3.16242418 1 < 0.1%
 
3.154653396 1 < 0.1%
 

V19
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00014635166290159594
Minimum-4.19714532925075
Maximum5.59197142733558
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-4.197145329
5-th percentile-1.335847664
Q1-0.4630593596
median0.0003966369686
Q30.4627723724
95-th percentile1.271303341
Maximum5.591971427
Range9.789116757
Interquartile range (IQR)0.9258317321

Descriptive statistics

Standard deviation0.8088973487
Coefficient of variation (CV)5527.079998
Kurtosis1.771322171
Mean0.0001463516629
Median Absolute Deviation (MAD)0.4629111244
Skewness0.154401687
Sum4.16546103
Variance0.6543149208
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.01625612798 11 < 0.1%
 
-0.116090785 11 < 0.1%
 
-0.4409295119 7 < 0.1%
 
0.9276000446 6 < 0.1%
 
0.2713148852 6 < 0.1%
 
-0.3305904484 6 < 0.1%
 
-0.1400986848 5 < 0.1%
 
0.00212759717 5 < 0.1%
 
-0.2529238958 5 < 0.1%
 
0.006773555225 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-4.197145329 1 < 0.1%
 
-3.838863333 1 < 0.1%
 
-3.677027227 1 < 0.1%
 
-3.627010019 1 < 0.1%
 
-3.614090859 1 < 0.1%
 
ValueCountFrequency (%) 
5.591971427 1 < 0.1%
 
5.22834179 1 < 0.1%
 
4.801122553 1 < 0.1%
 
4.29652623 1 < 0.1%
 
4.160209877 1 < 0.1%
 

V20
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0019279818010212025
Minimum-18.2923079729601
Maximum24.1338941917421
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-18.29230797
5-th percentile-0.5514410449
Q1-0.2128764332
median-0.0624809074
Q30.1315915906
95-th percentile0.8122387751
Maximum24.13389419
Range42.42620216
Interquartile range (IQR)0.3444680238

Descriptive statistics

Standard deviation0.7295830443
Coefficient of variation (CV)378.4180141
Kurtosis132.5310825
Mean0.001927981801
Median Absolute Deviation (MAD)0.1681546559
Skewness1.100921802
Sum54.87421802
Variance0.5322914186
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.1874207884 11 < 0.1%
 
-0.1320797243 11 < 0.1%
 
-0.08698932974 7 < 0.1%
 
0.005756655419 6 < 0.1%
 
0.1560890111 6 < 0.1%
 
-0.1803701186 6 < 0.1%
 
-0.1207140343 5 < 0.1%
 
-0.174293455 5 < 0.1%
 
0.02502007573 5 < 0.1%
 
0.0536071193 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-18.29230797 1 < 0.1%
 
-15.44898594 1 < 0.1%
 
-15.214033 1 < 0.1%
 
-13.27603434 1 < 0.1%
 
-12.36765281 1 < 0.1%
 
ValueCountFrequency (%) 
24.13389419 1 < 0.1%
 
16.43692035 1 < 0.1%
 
15.36259431 1 < 0.1%
 
15.08213486 1 < 0.1%
 
11.72110222 1 < 0.1%
 

V21
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3363214228715426e-05
Minimum-14.0044101719208
Maximum22.5995433627945
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-14.00441017
5-th percentile-0.5018778398
Q1-0.2261962902
median-0.02943017976
Q30.1869047708
95-th percentile0.539089694
Maximum22.59954336
Range36.60395353
Interquartile range (IQR)0.413101061

Descriptive statistics

Standard deviation0.7008590955
Coefficient of variation (CV)52446.89515
Kurtosis182.4529354
Mean1.336321423e-05
Median Absolute Deviation (MAD)0.2052842912
Skewness5.471838075
Sum0.3803438034
Variance0.4912034717
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.3611580366 11 < 0.1%
 
-0.262580846 11 < 0.1%
 
-0.06721666134 7 < 0.1%
 
-0.06420828148 6 < 0.1%
 
0.007342802666 6 < 0.1%
 
0.2697649514 6 < 0.1%
 
-0.3523338005 5 < 0.1%
 
0.09524831031 5 < 0.1%
 
-0.1211256316 5 < 0.1%
 
-0.2074324045 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-14.00441017 1 < 0.1%
 
-12.30486011 1 < 0.1%
 
-11.53970896 1 < 0.1%
 
-10.82907569 1 < 0.1%
 
-10.22474702 1 < 0.1%
 
ValueCountFrequency (%) 
22.59954336 1 < 0.1%
 
22.58067527 1 < 0.1%
 
17.20699094 1 < 0.1%
 
16.66646549 1 < 0.1%
 
16.01318537 1 < 0.1%
 

V22
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0012243094032238515
Minimum-8.55580793045634
Maximum6.09051350612959
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-8.55580793
5-th percentile-1.071958116
Q1-0.5426244491
median0.008400859995
Q30.5281634447
95-th percentile1.125877923
Maximum6.090513506
Range14.64632144
Interquartile range (IQR)1.070787894

Descriptive statistics

Standard deviation0.7213501757
Coefficient of variation (CV)589.1894433
Kurtosis2.284109083
Mean0.001224309403
Median Absolute Deviation (MAD)0.5364467129
Skewness-0.2132933502
Sum34.84629423
Variance0.520346076
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.9842619492 11 < 0.1%
 
-0.8162637632 11 < 0.1%
 
-0.07264159949 7 < 0.1%
 
-0.08058707745 6 < 0.1%
 
0.2508856951 6 < 0.1%
 
0.8446266468 6 < 0.1%
 
-0.9969367748 5 < 0.1%
 
0.3675263574 5 < 0.1%
 
-0.4277532964 5 < 0.1%
 
-0.6924166842 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-8.55580793 1 < 0.1%
 
-8.454599243 1 < 0.1%
 
-5.61943901 1 < 0.1%
 
-5.381108371 1 < 0.1%
 
-4.933840726 1 < 0.1%
 
ValueCountFrequency (%) 
6.090513506 1 < 0.1%
 
4.753500893 1 < 0.1%
 
4.249170388 1 < 0.1%
 
4.143681027 1 < 0.1%
 
3.78525472 1 < 0.1%
 

V23
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0014899996081086722
Minimum-25.3567442522144
Maximum18.94673403604
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-25.35674425
5-th percentile-0.472331233
Q1-0.1604184572
median-0.01137215797
Q30.1460944024
95-th percentile0.4744461135
Maximum18.94673404
Range44.30347829
Interquartile range (IQR)0.3065128595

Descriptive statistics

Standard deviation0.588076297
Coefficient of variation (CV)394.6821823
Kurtosis297.8216684
Mean0.001489999608
Median Absolute Deviation (MAD)0.1530934838
Skewness-0.7859064417
Sum42.40836885
Variance0.3458337311
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.3541980943 11 < 0.1%
 
0.140304302 11 < 0.1%
 
-0.03658428268 7 < 0.1%
 
-0.07299107927 6 < 0.1%
 
-0.3315996894 6 < 0.1%
 
0.02067466769 6 < 0.1%
 
0.363484906 5 < 0.1%
 
0.01053519588 5 < 0.1%
 
-0.1593356951 5 < 0.1%
 
-0.1185975116 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-25.35674425 1 < 0.1%
 
-17.02615583 1 < 0.1%
 
-12.34226745 1 < 0.1%
 
-10.54703842 1 < 0.1%
 
-10.52220324 1 < 0.1%
 
ValueCountFrequency (%) 
18.94673404 1 < 0.1%
 
17.60663686 1 < 0.1%
 
13.94456738 1 < 0.1%
 
13.87622086 1 < 0.1%
 
12.12229248 1 < 0.1%
 

V24
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0013551346311998552
Minimum-2.80789696214131
Maximum3.6587458934094
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-2.807896962
5-th percentile-1.143840364
Q1-0.3523096765
median0.04007614838
Q30.4414017049
95-th percentile0.8571347108
Maximum3.658745893
Range6.466642856
Interquartile range (IQR)0.7937113814

Descriptive statistics

Standard deviation0.6031809248
Coefficient of variation (CV)445.1077487
Kurtosis0.6110527575
Mean0.001355134631
Median Absolute Deviation (MAD)0.3970236919
Skewness-0.5886991119
Sum38.56984187
Variance0.3638272281
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.6207093385 11 < 0.1%
 
0.3578272493 11 < 0.1%
 
0.5296927676 7 < 0.1%
 
1.01813597 6 < 0.1%
 
1.00995228 6 < 0.1%
 
0.7262118838 6 < 0.1%
 
0.6048265698 5 < 0.1%
 
0.7841845007 5 < 0.1%
 
0.8571347108 5 < 0.1%
 
0.8914796679 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-2.807896962 1 < 0.1%
 
-2.706616114 1 < 0.1%
 
-2.690685405 1 < 0.1%
 
-2.687772829 1 < 0.1%
 
-2.545076859 1 < 0.1%
 
ValueCountFrequency (%) 
3.658745893 1 < 0.1%
 
3.641635192 1 < 0.1%
 
3.629724177 1 < 0.1%
 
3.513606331 1 < 0.1%
 
3.364577787 1 < 0.1%
 

V25
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.002284470201616712
Minimum-6.03505426830842
Maximum5.52509270434918
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-6.035054268
5-th percentile-0.8413967672
Q1-0.3220983711
median0.01668405859
Q30.3529303681
95-th percentile0.77960806
Maximum5.525092704
Range11.56014697
Interquartile range (IQR)0.6750287392

Descriptive statistics

Standard deviation0.5268641035
Coefficient of variation (CV)230.6285734
Kurtosis3.142058139
Mean0.002284470202
Median Absolute Deviation (MAD)0.3375829338
Skewness-0.2929824587
Sum65.02059088
Variance0.2775857836
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.2971378761 11 < 0.1%
 
0.1864229457 11 < 0.1%
 
0.414685142 7 < 0.1%
 
0.6635747725 6 < 0.1%
 
0.2337301799 6 < 0.1%
 
0.366624307 6 < 0.1%
 
-0.2645595863 5 < 0.1%
 
0.4129439438 5 < 0.1%
 
0.8500548987 5 < 0.1%
 
0.7302403643 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-6.035054268 1 < 0.1%
 
-4.232409195 1 < 0.1%
 
-3.308049353 1 < 0.1%
 
-3.083184281 1 < 0.1%
 
-2.951458437 1 < 0.1%
 
ValueCountFrequency (%) 
5.525092704 1 < 0.1%
 
5.521139565 1 < 0.1%
 
3.410742347 1 < 0.1%
 
2.841479613 1 < 0.1%
 
2.768083522 1 < 0.1%
 

V26
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005195586804373462
Minimum-1.59649266149536
Maximum3.06790743126568
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-1.596492661
5-th percentile-0.6978155461
Q1-0.3286380332
median-0.04958284883
Q30.2410507363
95-th percentile0.9250435787
Maximum3.067907431
Range4.664400093
Interquartile range (IQR)0.5696887694

Descriptive statistics

Standard deviation0.4848042432
Coefficient of variation (CV)933.1077728
Kurtosis0.8987560218
Mean0.0005195586804
Median Absolute Deviation (MAD)0.2822204639
Skewness0.5856005914
Sum14.78767916
Variance0.2350351542
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1667356343 11 < 0.1%
 
0.09654447079 11 < 0.1%
 
0.7358696518 7 < 0.1%
 
-0.6713228443 6 < 0.1%
 
-0.8244705574 6 < 0.1%
 
-0.398827515 6 < 0.1%
 
0.2196706474 5 < 0.1%
 
0.7344749363 5 < 0.1%
 
-0.3116850625 5 < 0.1%
 
0.3840134458 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-1.596492661 1 < 0.1%
 
-1.459903151 1 < 0.1%
 
-1.438650026 1 < 0.1%
 
-1.425404003 1 < 0.1%
 
-1.422047443 1 < 0.1%
 
ValueCountFrequency (%) 
3.067907431 1 < 0.1%
 
3.040808202 1 < 0.1%
 
2.784122521 1 < 0.1%
 
2.735779091 1 < 0.1%
 
2.642934788 1 < 0.1%
 

V27
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0005200606217028765
Minimum-9.79356790513751
Maximum8.70897233953388
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-9.793567905
5-th percentile-0.4167328315
Q1-0.07178734456
median0.0004875210019
Q30.08909998136
95-th percentile0.3861183679
Maximum8.70897234
Range18.50254024
Interquartile range (IQR)0.1608873259

Descriptive statistics

Standard deviation0.3942348959
Coefficient of variation (CV)-758.0556564
Kurtosis87.52539266
Mean-0.0005200606217
Median Absolute Deviation (MAD)0.07807214565
Skewness-2.711565594
Sum-14.80196541
Variance0.1554211532
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.06829900993 11 < 0.1%
 
-0.03586631529 11 < 0.1%
 
-0.05823276765 7 < 0.1%
 
0.09680094523 6 < 0.1%
 
0.2413052126 6 < 0.1%
 
0.02773512151 6 < 0.1%
 
-0.03920945159 5 < 0.1%
 
-0.09399898361 5 < 0.1%
 
0.03753621258 5 < 0.1%
 
-0.02846527247 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-9.793567905 1 < 0.1%
 
-8.878665148 1 < 0.1%
 
-7.263482146 1 < 0.1%
 
-6.90034219 1 < 0.1%
 
-6.752275508 1 < 0.1%
 
ValueCountFrequency (%) 
8.70897234 1 < 0.1%
 
6.943659026 1 < 0.1%
 
6.507170957 1 < 0.1%
 
5.866954598 1 < 0.1%
 
4.567813342 1 < 0.1%
 

V28
Real number (ℝ)

Distinct count28240
Unique (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.00026526827972482727
Minimum-8.36485333190981
Maximum15.7268065997888
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-8.364853332
5-th percentile-0.3170561786
Q1-0.05236139271
median0.01213774545
Q30.08082236274
95-th percentile0.2533479946
Maximum15.7268066
Range24.09165993
Interquartile range (IQR)0.1331837555

Descriptive statistics

Standard deviation0.3042841701
Coefficient of variation (CV)-1147.080874
Kurtosis405.0651145
Mean-0.0002652682797
Median Absolute Deviation (MAD)0.06600939451
Skewness2.499199364
Sum-7.550065778
Variance0.09258885619
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.02958470284 11 < 0.1%
 
0.01849457297 11 < 0.1%
 
-0.02665761951 7 < 0.1%
 
0.02869687829 6 < 0.1%
 
-0.02035863786 6 < 0.1%
 
-0.06028215108 6 < 0.1%
 
-0.0427869554 5 < 0.1%
 
-0.09194537929 5 < 0.1%
 
0.05061750996 5 < 0.1%
 
0.03612330941 5 < 0.1%
 
Other values (28230) 28395 99.8%
 
ValueCountFrequency (%) 
-8.364853332 1 < 0.1%
 
-8.310166727 1 < 0.1%
 
-8.257217896 1 < 0.1%
 
-6.621377122 1 < 0.1%
 
-6.390337595 1 < 0.1%
 
ValueCountFrequency (%) 
15.7268066 1 < 0.1%
 
9.718743202 1 < 0.1%
 
6.656343479 1 < 0.1%
 
4.968850337 1 < 0.1%
 
4.898383008 1 < 0.1%
 

V29
Real number (ℝ)

Distinct count8795
Unique (%)30.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9240101725428976
Minimum-0.3074128414727869
Maximum165.94829874938867
Zeros29
Zeros (%)0.1%
Memory size222.5 KiB

Quantile statistics

Minimum-0.3074128415
5-th percentile-0.2948298749
Q1-0.2269265703
median0.00558932439
Q30.7782784881
95-th percentile4.86260742
Maximum165.9482987
Range166.2557116
Interquartile range (IQR)1.005205058

Descriptive statistics

Standard deviation3.347554948
Coefficient of variation (CV)3.622855081
Kurtosis337.4076229
Mean0.9240101725
Median Absolute Deviation (MAD)0.2879899392
Skewness12.446906
Sum26299.17753
Variance11.20612413
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.2934395305 1324 4.7%
 
-0.2797456857 595 2.1%
 
-0.2949765947 503 1.8%
 
-0.1678194648 451 1.6%
 
-0.09781317683 351 1.2%
 
-0.1676797317 313 1.1%
 
-0.2967931251 294 1.0%
 
-0.2893872703 285 1.0%
 
-0.2824006148 254 0.9%
 
-0.2935792636 221 0.8%
 
Other values (8785) 23871 83.9%
 
ValueCountFrequency (%) 
-0.3074128415 183 0.6%
 
-0.3072731084 83 0.3%
 
-0.3071333753 6 < 0.1%
 
-0.306853909 3 < 0.1%
 
-0.3067141759 3 < 0.1%
 
ValueCountFrequency (%) 
165.9482987 1 < 0.1%
 
105.0751065 1 < 0.1%
 
92.65548802 1 < 0.1%
 
82.62279047 1 < 0.1%
 
68.9981136 1 < 0.1%
 

V30
Real number (ℝ)

HIGH CORRELATION
Distinct count25706
Unique (%)90.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11991557229857243
Minimum-0.994877759372173
Maximum1.0349745650207356
Zeros0
Zeros (%)0.0%
Memory size222.5 KiB

Quantile statistics

Minimum-0.9948777594
5-th percentile-0.7039468274
Q1-0.3578842562
median0.002155805402
Q30.6418279115
95-th percentile0.934408299
Maximum1.034974565
Range2.029852324
Interquartile range (IQR)0.9997121677

Descriptive statistics

Standard deviation0.558245748
Coefficient of variation (CV)4.655323218
Kurtosis-1.291028192
Mean0.1199155723
Median Absolute Deviation (MAD)0.5009809796
Skewness-0.04118689937
Sum3413.037019
Variance0.3116383151
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.950974518 5 < 0.1%
 
0.6018162807 5 < 0.1%
 
-0.1269634277 5 < 0.1%
 
-0.253727135 4 < 0.1%
 
-0.5743840976 4 < 0.1%
 
-0.5318554024 4 < 0.1%
 
0.6535438621 4 < 0.1%
 
0.9307440172 4 < 0.1%
 
0.4933446117 4 < 0.1%
 
-0.1875139511 4 < 0.1%
 
Other values (25696) 28419 99.8%
 
ValueCountFrequency (%) 
-0.9948777594 1 < 0.1%
 
-0.9947837733 1 < 0.1%
 
-0.9945018151 1 < 0.1%
 
-0.9944665703 1 < 0.1%
 
-0.9943725843 1 < 0.1%
 
ValueCountFrequency (%) 
1.034974565 1 < 0.1%
 
1.034927572 1 < 0.1%
 
1.034763096 1 < 0.1%
 
1.034692607 1 < 0.1%
 
1.034622117 1 < 0.1%
 

Class
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size222.5 KiB
0
28432
1
 
30
ValueCountFrequency (%) 
0 28432 99.9%
 
1 30 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

IDV1V2V3V4V5V6V7V8V9V10V11V12V13V14V15V16V17V18V19V20V21V22V23V24V25V26V27V28V29V30Class
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1220.9624960.328461-0.1714792.1092041.1295661.6960380.1077120.521502-1.1913110.7243961.6903300.406774-0.9364210.9837390.710911-0.6022320.402484-1.737162-2.027612-0.2693210.1439970.402492-0.048508-1.3718660.3908140.1999640.016371-0.0146050.168937-0.9947840
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Last rows

IDV1V2V3V4V5V6V7V8V9V10V11V12V13V14V15V16V17V18V19V20V21V22V23V24V25V26V27V28V29V30Class
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